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Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:  Sibo Cheng;  César Quilodrán-Casas;  Said Ouala;  Alban Farchi;  Che Liu;  Pierre Tandeo;  Ronan Fablet;  Didier Lucor;  Bertrand Iooss;  Julien Brajard;  Dunhui Xiao;  Tijana Janjic;  Weiping Ding;  Yike Guo;  Alberto Carrassi;  Marc Bocquet;  Rossella Arcucci
Adobe PDF(17725Kb)  |  收藏  |  浏览/下载：102/29  |  提交时间：2023/05/29
Data assimilation (DA)  deep learning  machine learning (ML)  reduced-order-modelling  uncertainty quantification (UQ)  
Parallel Learning: Overview and Perspective for Computational Learning Across Syn2Real and Sim2Real 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 603-631
作者:  Qinghai Miao;  Yisheng Lv;  Min Huang;  Xiao Wang;  Fei-Yue Wang
Adobe PDF(11937Kb)  |  收藏  |  浏览/下载：892/146  |  提交时间：2023/03/02
Machine learning  parallel learning  parallel systems  sim-to-real  syn-to-real  virtual-to-real  
Integrating Conjugate Gradients Into Evolutionary Algorithms for Large-Scale Continuous Multi-Objective Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 10, 页码: 1801-1817
作者:  Ye Tian;  Haowen Chen;  Haiping Ma;  Xingyi Zhang;  Kay Chen Tan;  Yaochu Jin
Adobe PDF(2151Kb)  |  收藏  |  浏览/下载：191/60  |  提交时间：2022/09/08
Conjugate gradient  differential evolution  evolutionary computation  large-scale multi-objective optimization  mathematical programming  
AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 1026-1037
作者:  Mohammadhossein Ghahramani;  Yan Qiao;  MengChu Zhou;  Adrian O’Hagan;  James Sweeney
浏览  |  Adobe PDF(5292Kb)  |  收藏  |  浏览/下载：153/61  |  提交时间：2021/03/11
Artificial intelligence (AI)  cyber physical systems  feature selection  genetic algorithms (GA)  industrial internet of things (IIOT)  machine learning  neural network (NN)  smart manufacturing  
Approximate Dynamic Programming for Stochastic Resource Allocation Problems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 975-990
作者:  Ali Forootani;  Raffaele Iervolino;  Massimo Tipaldi;  Joshua Neilson
浏览  |  Adobe PDF(3558Kb)  |  收藏  |  浏览/下载：129/38  |  提交时间：2021/03/11
Approximate dynamic programming (ADP)  dynamic programming (DP)  Markov decision processes (MDPs)  resource allocation problem